Ling 3.1 Flash 1019 · Intelligence Index v5.0 ↗
InclusionAI / MODEL EVIDENCE
Ling 3.1 Flash 1019
12 benchmarks · 12 observations · 10 sources · released 2026-10-22
Scores at a glance
12 benchmarks · large dot: Ling 3.1 Flash 1019; small dots: closest models where reported
AA-Briefcase v1.1 ↗1520.99 Elo
Ling 3.1 Flash 1019 · AA-Briefcase v1.1 · overall Elo ↗
AutomationBench-AA ↗67.55%
Ling 3.1 Flash 1019 · AutomationBench-AA · guardrail-gated objective score ↗
GDP.pdf ↗12.60%
Ling 3.1 Flash 1019 · GDP.pdf · all-pass ↗
Terminal-Bench 4.0 ↗32.83%
Ling 3.1 Flash 1019 · Terminal-Bench 4.0 · AA harness ↗
Ling 3.1 Flash 1019 · Terminal-Bench-Science 0.1 · AA harness ↗
FrontierCode 2.0 ↗17.01%
Ling 3.1 Flash 1019 · FrontierCode 2.0 · AA implementation ↗
Ling 3.1 Flash 1019 · CritPt v2 · hard subset · AA implementation ↗
HLE-Diamond ↗17.20%
Ling 3.1 Flash 1019 · HLE-Diamond · AA implementation ↗
AA-Omniscience v1.1 ↗-0.13 index
Ling 3.1 Flash 1019 · AA-Omniscience v1.1 · error-penalized index ↗
Ling 3.1 Flash 1019 · AA-Omniscience v1.1 · accuracy ↗
Ling 3.1 Flash 1019 · AA-Omniscience v1.1 · hallucination rate, lower is better ↗
Closest models by score
Similar positions on shared benchmark leaderboards. Smaller gaps are closer.
GLM-5.3 →Z.ai
11 of 11 shared benchmark comparisons
Step 5 Preview →StepFun
11 of 11 shared benchmark comparisons
MiMo-V2.6-Pro →Xiaomi
11 of 11 shared benchmark comparisons
How similarity is measured
Mean absolute gap in percentile positions on shared benchmark settings; lower is closer. At least 60% overlap is required, with a minimum of three when available. Independent evaluations are used when there are at least three; otherwise published report comparisons are used. Repeated model observations within one setting are averaged before ranking. Writing-style traits and composite indices are excluded. This describes similarity, not an overall quality ranking.
Sources
Every plotted observation links to its evaluation. Reported configurations, benchmark versions and task subsets can differ; similarity describes shared scores, not training lift.
- AA-Briefcase v1.1: Agentic Knowledge Work Benchmark | Artificial Analysis ↗
- Artificial Analysis Intelligence Index v5.0 — Artificial Analysis ↗
- AutomationBench-AA: Agentic SaaS Workflow Benchmark | Artificial Analysis ↗
- CritPt v2 — Hard Subset — Artificial Analysis ↗
- FrontierCode 2.0 Benchmark — Artificial Analysis ↗
- GDP.pdf Benchmark | Artificial Analysis ↗
- HLE-Diamond Benchmark — Artificial Analysis ↗
- AA-Omniscience v1.1: Knowledge and Hallucination Benchmark — Artificial Analysis ↗
- Terminal-Bench-Science 0.1 Benchmark | Artificial Analysis ↗
- Terminal-Bench 4.0 Benchmark | Artificial Analysis ↗
Names used in source tables
Ling 3.1 Flash 1019